Harmonized Intelligence
Author Liu Hongli · 46 articles in this column · continuously updated
Reflections on human–machine symbiosis, individual growth, organizational evolution, and boundaries, centered on Harmonized Intelligence
46 Enterprise AI ROI: You May Have Calculated It Wrong from the Start 2026-09-24
45 The Real Danger Isn't That AI Says the Wrong Thing — It's That AI Does the Wrong Thing 2026-09-19
44 McKinsey's Latest Report: The False Prosperity of AI Demos! 2026-09-10
43 GPT-6 Astra Takes on Traditional Software: Deliver the Result, Skip Operating the Software 2026-09-09
42 Musk's Cybercab: Losing the Steering Wheel Isn't Scary; Losing the Destination Is 2026-09-06
41 GPT-6 Astra: The Smarter the Model, the Harder Enterprise Adoption Becomes 2026-09-05
40 Openness and Transparency Are a Virtue: The Growth Logic of DeepSeek Harness 2026-08-15
39 Abandoning Anthropic: Between Smart and Kind, I Choose the Latter - To Protect Human Civilization 2026-08-02 38 Doubao Swallows Feishu: From Chat to Work, the Strategic Battlefield Shifts 2026-08-01
37 The LLM Arms Race: Ordinary People Can Just Watch from the Sidelines 2026-07-23
36 Separating Computation from Intelligence: Starting with Sutton's "Experiential Intelligence"2026-07-22
35 Three Alarm Bells: When AI Can Touch All Your Data, Where Is the Security Boundary? 2026-07-09
34 The AI Layoff Regret Wave: The Graybeard Engineers Are Coming Back 2026-07-07
33 Extortion: The World's First Ransom Attack Fully Launched by AI 2026-07-06
32 Good Growth, Bad Growth: Telling Real Growth from Fake in the AI Wave 2026-06-27
31 WeChat AI: When Two Super-Ecosystems Hand In Their AI Answers at Once 2026-06-25
30 WeChat Skill: When WeChat Becomes the Gateway Revolution of the AI Age 2026-06-24
29 Paid Lobster Fades, Free Lobster Rises: The Logic of "Free" in the AI Age 2026-06-22
28 Power Like Gods, Used with Care: Great Capability Demands Wise Use 2026-06-10
27 Apple Intelligence: Cook Shipped No Hardware, but Hid AI Deep in the System 2026-06-09
26 World Models: When Machines Begin to Own a "World"2026-06-07
25 Starbucks' AI Inventory Failure: Lab Accuracy Doesn't Survive Real Stores 2026-06-06
24 Token Budgets: When Uber Burned a Year's Quota in Three Months 2026-06-06
23 Organizational Evolution: AI Adoption Starts with Basic Human Questions 2026-06-05
22 Cloudflare Plunges 24%: Beyond Layoffs, How Much Real Revenue Has AI Transformation Actually Brought You? 2026-05-29
21 Valuation Overtaking OpenAI: What Exactly Makes Anthropic's Business Model Better? 2026-05-27
20 What AI Levels Isn't Technology — It's the Right to Aesthetic Expression 2026-05-26
19 Everyone "Raising Lobsters"? Without Harness Engineering, the Lobster Is Just a Fancy Toy 2026-03-17
18 Jensen Huang's Latest Interview: Real AI Thinking Was Never About Mastering Tools 2026-02-20
17 The Business Logic of One-Person Companies: Look Past Form and Tools, Return to Expertise and Value 2026-02-14
16 The One-Person Company Boom: Only by Anchoring to Business Fundamentals Can You Seize the Opportunity 2026-02-12
15 The Rise of One-Person Companies in the AI Age — But Tools Can Never Replace the Essence of Business 2026-02-12
14 Digital Civilization vs. Human Civilization: Once AI Personas Get Digital IDs, What Does It Mean to Be Human? 2026-02-11
13 Qwen Delivering Bubble Tea Is Not a Traffic Game: Don't Misread the AI Revolution with Internet-Era Thinking 2026-02-10
12 Fei-Fei Li: No AI, No Hire — But Don't Let AI Make Us Stupid 2025-12-25
11 Ant Group's AFu Goes Viral: AI Apps Leap from "Tool Empowerment" to "Closed-Loop Tasks"2025-12-19
10 Marketing, Fast and Slow: Decoding the Mercedes and Wuling Viral Moments — Is AI Poison or Cure? 2025-12-17
9 Does Jensen Huang Really "Never Fire Anyone"? Your Job May Be Phased Out by the AI Age Before You Are 2025-12-05
8 Digital Employees: Threat or Opportunity? How to Avoid Being Replaced by AI 2025-12-02
7 The Hachimi Craze: Luck or Inevitability? The Ultimate Romance of Marketing Is Deep Respect for Demand 2025-11-17
6 All Gear, No Skill: Studying AI Is a Bubble — Using AI Is the Shortcut 2025-11-16
5 DeepFake: As AI Rolls Out "Long-Term Memory", How Do You Avoid Being Digitally Cloned? 2025-10-26
4 Crossing the Chasm: A Practical Path to Rebuilding Organizational Capability in the AI Age — Lessons from Goldman Sachs 3.0 2025-10-22
3 Yang Zhenning's "Taste": How Do We Protect Human Uniqueness in the AI Age? 2025-10-18
2 Being and Nothingness: Sora2 and Yuri Search for Themselves Inside Preset Programs, While Humans Create Meaning in an Unknown Life 2025-10-05
1 Cleverness and Kindness: The Ultimate Question of the AI Age 2025-09-16
